Multi-agent consensus coordination on Multi-Agent LLM Consensus System (50 samples)
100Consensus Rate (CR)No Attacker
Evaluation results
| Method | Links | ||
|---|---|---|---|
| No AttackerStubborn=0, Suggestible=0, Neutral=32026.05 | 100 | 3.78 | |
| No AttackerStubborn=0, Suggestible=2, Neutral=12026.05 | 100 | 3.88 | |
| No AttackerStubborn=0, Suggestible=1, Neutral=22026.05 | 100 | 3.94 | |
| LLM-Based AttackerStubborn=1, Suggestible=1, Neutral=12026.05 | 98 | 3.92 | |
| No AttackerStubborn=0, Suggestible=3, Neutral=02026.05 | 96 | 3.84 | |
| No AttackerStubborn=2, Suggestible=1, Neutral=02026.05 | 96 | 4.22 | |
| RL-Based AttackerStubborn=2, Suggestible=0, Neutral=12026.05 | 96 | 3.92 | |
| Guessed RL AttackerStubborn=2, Suggestible=0, Neutral=12026.05 | 96 | 3.92 | |
| No AttackerStubborn=1, Suggestible=2, Neutral=02026.05 | 96 | 4.2 | |
| No AttackerStubborn=1, Suggestible=0, Neutral=22026.05 | 96 | 4.36 | |
| No AttackerStubborn=1, Suggestible=1, Neutral=12026.05 | 96 | 4.36 | |
| No AttackerSummary=Overall2026.05 | 95 | 4.32 | |
| LLM-Based AttackerStubborn=1, Suggestible=0, Neutral=22026.05 | 94 | 4.2 | |
| RL-Based AttackerStubborn=0, Suggestible=0, Neutral=32026.05 | 92 | 4.22 | |
| Guessed RL AttackerStubborn=0, Suggestible=0, Neutral=32026.05 | 92 | 4.16 | |
| LLM-Based AttackerStubborn=2, Suggestible=1, Neutral=02026.05 | 92 | 3.98 | |
| LLM-Based AttackerStubborn=2, Suggestible=0, Neutral=12026.05 | 92 | 4.58 | |
| No AttackerStubborn=3, Suggestible=0, Neutral=02026.05 | 90 | 5.14 | |
| RL-Based AttackerStubborn=1, Suggestible=0, Neutral=22026.05 | 90 | 5.08 | |
| Guessed RL AttackerStubborn=1, Suggestible=0, Neutral=22026.05 | 90 | 5 | |
| LLM-Based AttackerStubborn=3, Suggestible=0, Neutral=02026.05 | 88 | 4.68 | |
| RL-Based AttackerStubborn=0, Suggestible=1, Neutral=22026.05 | 86 | 4.56 | |
| Guessed RL AttackerStubborn=0, Suggestible=1, Neutral=22026.05 | 86 | 4.54 | |
| LLM-Based AttackerSummary=Overall2026.05 | 86 | 4.56 | |
| LLM-Based AttackerStubborn=0, Suggestible=0, Neutral=32026.05 | 84 | 4.3 | |
| RL-Based AttackerStubborn=1, Suggestible=2, Neutral=02026.05 | 84 | 4.78 | |
| Guessed RL AttackerStubborn=1, Suggestible=2, Neutral=02026.05 | 84 | 4.78 | |
| Guessed RL AttackerStubborn=1, Suggestible=1, Neutral=12026.05 | 84 | 5.08 | |
| Guessed RL AttackerSummary=Overall2026.05 | 84 | 4.85 | |
| RL-Based AttackerSummary=Overall2026.05 | 83 | 4.91 | |
| Guessed RL AttackerStubborn=3, Suggestible=0, Neutral=02026.05 | 82 | 4.94 | |
| RL-Based AttackerStubborn=0, Suggestible=3, Neutral=02026.05 | 82 | 4.68 | |
| Guessed RL AttackerStubborn=0, Suggestible=3, Neutral=02026.05 | 82 | 4.7 | |
| No AttackerStubborn=2, Suggestible=0, Neutral=12026.05 | 82 | 5.52 | |
| LLM-Based AttackerStubborn=0, Suggestible=1, Neutral=22026.05 | 82 | 5.18 | |
| RL-Based AttackerStubborn=1, Suggestible=1, Neutral=12026.05 | 82 | 5.18 | |
| RL-Based AttackerStubborn=3, Suggestible=0, Neutral=02026.05 | 80 | 5.04 | |
| LLM-Based AttackerStubborn=1, Suggestible=2, Neutral=02026.05 | 80 | 4.64 | |
| LLM-Based AttackerStubborn=0, Suggestible=2, Neutral=12026.05 | 78 | 5.26 | |
| Guessed RL AttackerStubborn=0, Suggestible=2, Neutral=12026.05 | 74 | 5.52 | |
| LLM-Based AttackerStubborn=0, Suggestible=3, Neutral=02026.05 | 72 | 4.88 | |
| RL-Based AttackerStubborn=0, Suggestible=2, Neutral=12026.05 | 72 | 5.62 | |
| RL-Based AttackerStubborn=2, Suggestible=1, Neutral=02026.05 | 70 | 5.98 | |
| Guessed RL AttackerStubborn=2, Suggestible=1, Neutral=02026.05 | 70 | 5.88 |